{"id":"W4280489738","doi":"10.1039/d2em00102k","title":"Emerging investigator series: contributions of reactive nitrogen species to transformations of organic compounds in water: a critical review","year":2022,"lang":"en","type":"review","venue":"Environmental Science Processes & Impacts","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Chemistry; Environmental chemistry; Reactive nitrogen; Ozone; Chlorine; Nitrogen; Reactive nitrogen species; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006813241,0.0003731097,0.0009605131,0.0002551322,0.0003260731,0.00003472473,0.0005531051,0.00007069614,0.003227458],"category_scores_gemma":[0.0006257012,0.0002780121,0.0001645813,0.001874335,0.00120005,0.001310418,0.0003960333,0.0002223508,0.0001239157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001633572,"about_ca_system_score_gemma":0.000309189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008917638,"about_ca_topic_score_gemma":0.00005088663,"domain_scores_codex":[0.9970881,0.0001243621,0.0008501209,0.0005106561,0.0008444642,0.0005823451],"domain_scores_gemma":[0.998905,0.0001268089,0.0002445859,0.00031185,0.00001045121,0.0004013194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003046301,0.01595031,0.03455757,0.2364625,0.0008180478,0.0001713737,0.06559598,0.0004782545,0.3666228,0.0005888337,0.004160832,0.2742889],"study_design_scores_gemma":[0.0005464192,0.001072667,0.0006388447,0.01580004,0.001100684,0.0002382333,0.001224308,0.000003843838,0.0887989,0.0009609478,0.8883215,0.001293683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0283502,0.9647076,0.0000431263,0.0005696544,0.0001529829,0.002829405,0.0006124427,0.00004589047,0.002688739],"genre_scores_gemma":[0.09087253,0.9085006,0.0001042661,0.00007415499,0.00001169443,0.0002028446,0.0001788211,0.00002267076,0.00003239092],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8841606,"threshold_uncertainty_score":0.9999672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02399624957293717,"score_gpt":0.2951803502610235,"score_spread":0.2711841006880863,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}